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Published in: Water Resources Management 7/2015

01-05-2015

Water Resources Impact Assessment Under Climate Change Scenarios in Mediterranean Watersheds

Authors: Sandra Mourato, Madalena Moreira, João Corte-Real

Published in: Water Resources Management | Issue 7/2015

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Abstract

Climate models project a reduction in annual precipitation and an increase in temperature, which may lead to runoff shortages and a consequent water availability reduction, in some Mediterranean regions, such as southern Portugal. The impacts on water availability under different climate change scenarios are assessed using SHETRAN, a physically-based and spatially-distributed hydrological model. SHETRAN is calibrated and validated against daily runoff measurements at outlet and internal sections and against phreatic surfaces using a multi-basin, multi-location and multi-response approach. Nash-Sutcliff efficiency, volume deviation and coefficient of determination ranged, respectively, from 0.58 to 0.76, 0.59 to 0.79 and −9 to 15 %, in the calibration period, and from 0.54 to 0.75, 0.54 to 0.77 and −14 to 12 %, in the validation period. Three GCM and two RCM are used for control (1961–1990) and scenario (2071–2100) periods, under the A2 SRES emission scenario. Observed bias in the climate models’ projected precipitation and temperature are corrected with three bias correction methods. For the scenario period the climate models project a change in precipitation from +1.5 to −65 % and an increase in temperature from +2.7 to +5.9 °C. This trend in climate change projection is reflected in the annual runoff that decreases drastically, between 13 and 90 %, in southern Portugal by the end of the century. The runoff reduction is greater in all watersheds in Autumn and Spring with higher agreement between models and bias correction methods. The runoff decrease seems greater in the Guadiana river basin which is already under significant water stress.

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Literature
go back to reference Abbott MB, Bathurst JC, Cunge JA, O’Connell PE, Rasmussen J (1986) An introduction to the European Hydrologic System—Systeme Hydrologique Europeen: “SHE” 1. History and philosophy of a physically-based, distributed modelling system. J Hydrol 87:45–49CrossRef Abbott MB, Bathurst JC, Cunge JA, O’Connell PE, Rasmussen J (1986) An introduction to the European Hydrologic System—Systeme Hydrologique Europeen: “SHE” 1. History and philosophy of a physically-based, distributed modelling system. J Hydrol 87:45–49CrossRef
go back to reference Adeloye AJ, Nawaz NR (2006) Monte Carlo assessment of sampling uncertainty of climate change impacts on water resources yield in Yorkshire, England. Clim Chang 78:257–292CrossRef Adeloye AJ, Nawaz NR (2006) Monte Carlo assessment of sampling uncertainty of climate change impacts on water resources yield in Yorkshire, England. Clim Chang 78:257–292CrossRef
go back to reference Allen RG, Pereira LA, Raes D, Smith M (1998) Crop evapotranspiration. FAO Irrigation and Drainage Paper 56. FAO, Rome, 293 pp Allen RG, Pereira LA, Raes D, Smith M (1998) Crop evapotranspiration. FAO Irrigation and Drainage Paper 56. FAO, Rome, 293 pp
go back to reference Al-Mukhtar M, Dunger V, Merkel B (2014) Assessing the impacts of climate change on hydrology of the upper reach of the Spree River: Germany. Water Resour Manag 28:2731–2749CrossRef Al-Mukhtar M, Dunger V, Merkel B (2014) Assessing the impacts of climate change on hydrology of the upper reach of the Spree River: Germany. Water Resour Manag 28:2731–2749CrossRef
go back to reference Ambroise B, Perrin JL, Retenauer D (1995) Multi criterion validation of a semidistributed conceptual model of the water cycle in the Fecht catchment (Vosges Massif, France). Water Resour Res 31(6):1467–1681CrossRef Ambroise B, Perrin JL, Retenauer D (1995) Multi criterion validation of a semidistributed conceptual model of the water cycle in the Fecht catchment (Vosges Massif, France). Water Resour Res 31(6):1467–1681CrossRef
go back to reference Andersen J, Refsgaard JC, Jensen KH (2001) Distributed hydrological modelling of the Senegal river basin—model construction and validation. J Hydrol 247:200–214CrossRef Andersen J, Refsgaard JC, Jensen KH (2001) Distributed hydrological modelling of the Senegal river basin—model construction and validation. J Hydrol 247:200–214CrossRef
go back to reference Arnell NW (1992) Factors controlling the effects of climate change on river flow regimes in a humid temperate environment. J Hydrol 132:321–342CrossRef Arnell NW (1992) Factors controlling the effects of climate change on river flow regimes in a humid temperate environment. J Hydrol 132:321–342CrossRef
go back to reference Arnell NW, Hudson DA, Jones RG (2003) Climate change scenarios from a regional climate model: estimating change in runoff in southern Africa. J Geophys Res Atmos 108(D16):4519–4536CrossRef Arnell NW, Hudson DA, Jones RG (2003) Climate change scenarios from a regional climate model: estimating change in runoff in southern Africa. J Geophys Res Atmos 108(D16):4519–4536CrossRef
go back to reference ASCE (1993) Criteria for evaluation of watershed models. J Irrig Drain Eng 119(3):429–442CrossRef ASCE (1993) Criteria for evaluation of watershed models. J Irrig Drain Eng 119(3):429–442CrossRef
go back to reference Bathurst JC (1986) Physically-based distributed modelling of an upland catchment using the Systeme Hydrologique Europeen. J Hydrol 87:79–102CrossRef Bathurst JC (1986) Physically-based distributed modelling of an upland catchment using the Systeme Hydrologique Europeen. J Hydrol 87:79–102CrossRef
go back to reference Bathurst JC, O’Connell PE (1992) Future of distributed modelling: the Systeme Hydrologique Europeen. Hydrol Process 6:265–277CrossRef Bathurst JC, O’Connell PE (1992) Future of distributed modelling: the Systeme Hydrologique Europeen. Hydrol Process 6:265–277CrossRef
go back to reference Bathurst JC, Kilsby C, White S (1996) Modelling the impacts of climate and land use change on basin hydrology and soil erosion. In: Brandt CJ, Thornes JB (eds) Mediterranean Europe. Mediterranean desertification and land use. Chichester, John Wiley and Sons Ltd, pp 355–387 Bathurst JC, Kilsby C, White S (1996) Modelling the impacts of climate and land use change on basin hydrology and soil erosion. In: Brandt CJ, Thornes JB (eds) Mediterranean Europe. Mediterranean desertification and land use. Chichester, John Wiley and Sons Ltd, pp 355–387
go back to reference Bronstert A (2004) Rainfall-runoff modelling for assessing impacts of climate and land-use change. Hydrol Process 18:567–570CrossRef Bronstert A (2004) Rainfall-runoff modelling for assessing impacts of climate and land-use change. Hydrol Process 18:567–570CrossRef
go back to reference Cardoso JC (1965) Os solos de Portugal. Sua classificação, caracterização e génese. 1—A Sul do Rio Tejo. Direcção Geral dos Serviços Agrícolas. Lisboa Cardoso JC (1965) Os solos de Portugal. Sua classificação, caracterização e génese. 1—A Sul do Rio Tejo. Direcção Geral dos Serviços Agrícolas. Lisboa
go back to reference Chavez-Jimenez A, Lama B, Garrote L, Martin-Carrasco F, Sordo-Ward A, Mediero L (2013) Characterisation of the sensitivity of water resources systems to climate change. Water Resour Manag 27(12):4237–4258CrossRef Chavez-Jimenez A, Lama B, Garrote L, Martin-Carrasco F, Sordo-Ward A, Mediero L (2013) Characterisation of the sensitivity of water resources systems to climate change. Water Resour Manag 27(12):4237–4258CrossRef
go back to reference Christensen JH, Boberg F, Christensen OB, Lucas-Picher P (2008) On the need for bias correction of regional climate change projections of temperature and precipitation. Geophys Res Lett 35:L20709CrossRef Christensen JH, Boberg F, Christensen OB, Lucas-Picher P (2008) On the need for bias correction of regional climate change projections of temperature and precipitation. Geophys Res Lett 35:L20709CrossRef
go back to reference Cunha LV, Oliveira R, Nunes V (2002) Water resources. In: Santos FD, Forbes K, Moita R (eds) Climate change in Portugal: scenarios, impacts and adaptation measures—project SIAM. Gradiva – Publicações, Lisbon, pp 23–83 Cunha LV, Oliveira R, Nunes V (2002) Water resources. In: Santos FD, Forbes K, Moita R (eds) Climate change in Portugal: scenarios, impacts and adaptation measures—project SIAM. Gradiva – Publicações, Lisbon, pp 23–83
go back to reference Diez E, Primo C, Garcia-Moya JA, Guttierez JM, Orfila B (2005) Statistical and dynamical downscaling of precipitation over Spain from DEMETER seasonal forecasts. Tellus A 57(3):409–423CrossRef Diez E, Primo C, Garcia-Moya JA, Guttierez JM, Orfila B (2005) Statistical and dynamical downscaling of precipitation over Spain from DEMETER seasonal forecasts. Tellus A 57(3):409–423CrossRef
go back to reference Ewen J, Parkin G, O’Connell PE (2000) SHETRAN: distributed river basin flow and transport modelling system. J Hydrol Eng ASCE 5:250–258CrossRef Ewen J, Parkin G, O’Connell PE (2000) SHETRAN: distributed river basin flow and transport modelling system. J Hydrol Eng ASCE 5:250–258CrossRef
go back to reference Fiseha BM, Setegn SG, Melesse AM, Volpi E, Fiori A (2014) Impact of climate change on the hydrology of Upper Tiber River Basin using bias corrected regional climate model. Water Resour Manag 28:1327–1343CrossRef Fiseha BM, Setegn SG, Melesse AM, Volpi E, Fiori A (2014) Impact of climate change on the hydrology of Upper Tiber River Basin using bias corrected regional climate model. Water Resour Manag 28:1327–1343CrossRef
go back to reference Graham LP, Andreasson J, Carlsson B (2007) Assessing climate change impacts on hydrology from an ensemble of regional climate models, model scales and linking methods—a case study of the Lule River basin. Clim Chang 81(Suppl 1):293–307CrossRef Graham LP, Andreasson J, Carlsson B (2007) Assessing climate change impacts on hydrology from an ensemble of regional climate models, model scales and linking methods—a case study of the Lule River basin. Clim Chang 81(Suppl 1):293–307CrossRef
go back to reference Grayson R, Moore I, Mc Mahon T (1992a) Physically based hydrological modelling. 1. A terrain based model for investigative purposes. Water Resour Res 28(10):2639–2658CrossRef Grayson R, Moore I, Mc Mahon T (1992a) Physically based hydrological modelling. 1. A terrain based model for investigative purposes. Water Resour Res 28(10):2639–2658CrossRef
go back to reference Grayson R, Moore I, Mc Mahon T (1992b) Physically based hydrological modelling. 2. Is the concept realistic? Water Resour Res 26(14):2659–2666CrossRef Grayson R, Moore I, Mc Mahon T (1992b) Physically based hydrological modelling. 2. Is the concept realistic? Water Resour Res 26(14):2659–2666CrossRef
go back to reference Gupta H, Sorooshian VS, Yapo PO (1999) Status of automatic calibration for hydrologic models: comparison with multilevel expert calibration. J Hydrol Eng 4(2):135–143CrossRef Gupta H, Sorooshian VS, Yapo PO (1999) Status of automatic calibration for hydrologic models: comparison with multilevel expert calibration. J Hydrol Eng 4(2):135–143CrossRef
go back to reference Hanel M, Mrkvičková M, Máca P, Vizina A, Pech P (2013) Evaluation of simple statistical downscaling methods for monthly regional climate model simulations with respect to the estimated changes in runoff in the Czech Republic. Water Resour Manag 27(15):5261–5279 Hanel M, Mrkvičková M, Máca P, Vizina A, Pech P (2013) Evaluation of simple statistical downscaling methods for monthly regional climate model simulations with respect to the estimated changes in runoff in the Czech Republic. Water Resour Manag 27(15):5261–5279
go back to reference IPCC (2013) In: Stocker TF, Qin D, Plattner G-K, Tignor M, Allen SK, Boschung J, Nauels A, Xia Y, Bex V, Midgley PM (eds) Climate change 2013: The physical science basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge, 1535 pp IPCC (2013) In: Stocker TF, Qin D, Plattner G-K, Tignor M, Allen SK, Boschung J, Nauels A, Xia Y, Bex V, Midgley PM (eds) Climate change 2013: The physical science basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge, 1535 pp
go back to reference Kilsby CG, Tellier SS, Fowler HJ, Howels TR (2007) Hydrological impacts of climate change on the Tejo and Guadiana rivers. Hydrol Earth Syst Sci 11(3):1175–1189CrossRef Kilsby CG, Tellier SS, Fowler HJ, Howels TR (2007) Hydrological impacts of climate change on the Tejo and Guadiana rivers. Hydrol Earth Syst Sci 11(3):1175–1189CrossRef
go back to reference Klemes V (1986) Operational testing of hydrological simulation models. Hydrol Sci J 31(1, 3):13–24CrossRef Klemes V (1986) Operational testing of hydrological simulation models. Hydrol Sci J 31(1, 3):13–24CrossRef
go back to reference Lamb R, Beven K, Myrabø S (1998) Use of spatially distributed water table observations to constrain uncertainty in a rainfall—runoff model. Adv Water Resour 22:305–317CrossRef Lamb R, Beven K, Myrabø S (1998) Use of spatially distributed water table observations to constrain uncertainty in a rainfall—runoff model. Adv Water Resour 22:305–317CrossRef
go back to reference Lenderink G, Buishand TA, van Deursen W (2007) Estimates of future discharges of the river Rhine using two scenario methodologies: direct versus delta approach. Hydrol Earth Syst Sci 11:1145–1159CrossRef Lenderink G, Buishand TA, van Deursen W (2007) Estimates of future discharges of the river Rhine using two scenario methodologies: direct versus delta approach. Hydrol Earth Syst Sci 11:1145–1159CrossRef
go back to reference McMichael CE, Hope AS, Loaiciga HA (2006) Distributed hydrological modeling in California semi-arid shrublands: MIKESHE model calibration and uncertainty estimation. J Hydrol 317:307–324CrossRef McMichael CE, Hope AS, Loaiciga HA (2006) Distributed hydrological modeling in California semi-arid shrublands: MIKESHE model calibration and uncertainty estimation. J Hydrol 317:307–324CrossRef
go back to reference Motovilov YG, Gottschalk L, Engeland K, Rodhe A (1999) Validation of a distributed hydrological model against spatial observations. Agric For Meteorol 98–99:257–277CrossRef Motovilov YG, Gottschalk L, Engeland K, Rodhe A (1999) Validation of a distributed hydrological model against spatial observations. Agric For Meteorol 98–99:257–277CrossRef
go back to reference Mourato S (2010) Modelação do impacte das alterações climáticas e do uso do solo nas bacias hidrográficas do Alentejo. PhD dissertation. University of Évora Mourato S (2010) Modelação do impacte das alterações climáticas e do uso do solo nas bacias hidrográficas do Alentejo. PhD dissertation. University of Évora
go back to reference Mourato S, Moreira M, Corte-Real J (2009) Interannual variability of precipitation distribution patterns in Southern Portugal. Int J Climatol 30(12):1784–1794 Mourato S, Moreira M, Corte-Real J (2009) Interannual variability of precipitation distribution patterns in Southern Portugal. Int J Climatol 30(12):1784–1794
go back to reference Mourato S, Moreira M, Corte-Real J (2014) Water availability in southern Portugal for different climate change scenarios subjected to bias correction. J Urban Environ Eng 8(1):109–117CrossRef Mourato S, Moreira M, Corte-Real J (2014) Water availability in southern Portugal for different climate change scenarios subjected to bias correction. J Urban Environ Eng 8(1):109–117CrossRef
go back to reference Narsimlu B, Gosain AK, Chahar BR (2013) Assessment of future climate change impacts on water resources of Upper Sind River Basin, India using SWAT model. Water Resour Manag 27:3647–3662CrossRef Narsimlu B, Gosain AK, Chahar BR (2013) Assessment of future climate change impacts on water resources of Upper Sind River Basin, India using SWAT model. Water Resour Manag 27:3647–3662CrossRef
go back to reference Nash J, Sutcliffe J (1970) River flow forecasting through conceptual model. Part I: a discussion of principles. J Hydrol 10:282–290CrossRef Nash J, Sutcliffe J (1970) River flow forecasting through conceptual model. Part I: a discussion of principles. J Hydrol 10:282–290CrossRef
go back to reference Nohara D, Kitoh A, Hosaka M, Oki T (2006) Impact of climate change on river discharge projected by multimodel ensemble. J Hydrometeorol 7(5):1076–1089CrossRef Nohara D, Kitoh A, Hosaka M, Oki T (2006) Impact of climate change on river discharge projected by multimodel ensemble. J Hydrometeorol 7(5):1076–1089CrossRef
go back to reference Nunes JP (2007) Vulnerability of Mediterranean watersheds to climate change: the desertification context. PhD Thesis. Faculdade Ciências e Tecnologia. Universidade Nova de Lisboa Nunes JP (2007) Vulnerability of Mediterranean watersheds to climate change: the desertification context. PhD Thesis. Faculdade Ciências e Tecnologia. Universidade Nova de Lisboa
go back to reference O’Connell PE, Todini E (1996) Modelling of rainfall, flow and mass transport in hydrological systems: an overview. J Hydrol 175:3–16CrossRef O’Connell PE, Todini E (1996) Modelling of rainfall, flow and mass transport in hydrological systems: an overview. J Hydrol 175:3–16CrossRef
go back to reference PRUDENCE (2007) Prediction of regional scenarios and uncertainties for defining European climate changerisks and effects. Project EKV2-CT2001-00132 in the EU 5th Framework program for energy, environment and sustainable development PRUDENCE (2007) Prediction of regional scenarios and uncertainties for defining European climate changerisks and effects. Project EKV2-CT2001-00132 in the EU 5th Framework program for energy, environment and sustainable development
go back to reference Prudhomme C (2006) GCM and downscaling uncertainty in modelling of current river flow: why is it important for future impacts? In: Proc. 5th FRIENDWorld Conf. Havana. IAHS Publication 308: 375–381 Prudhomme C (2006) GCM and downscaling uncertainty in modelling of current river flow: why is it important for future impacts? In: Proc. 5th FRIENDWorld Conf. Havana. IAHS Publication 308: 375–381
go back to reference Prudhomme C, Jakob D, Svensson C (2003) Uncertainty and climate change impact on the flood regime of small UK catchments. J Hydrol 277:1–23CrossRef Prudhomme C, Jakob D, Svensson C (2003) Uncertainty and climate change impact on the flood regime of small UK catchments. J Hydrol 277:1–23CrossRef
go back to reference Rawls WJ, Brakensiek DL, Saxton KE (1982) Estimation of soil water properties. Trans ASAE 25(5):1316–1320CrossRef Rawls WJ, Brakensiek DL, Saxton KE (1982) Estimation of soil water properties. Trans ASAE 25(5):1316–1320CrossRef
go back to reference Rawls WJ, Ahuja L, Brakensiek DL, Shirmohammadi A (1993) Infiltration and soil water movement. In: Maidment DR (ed) Handbook of hydrology. McGraw-Hill, New York Cap. 5: p 1–51 Rawls WJ, Ahuja L, Brakensiek DL, Shirmohammadi A (1993) Infiltration and soil water movement. In: Maidment DR (ed) Handbook of hydrology. McGraw-Hill, New York Cap. 5: p 1–51
go back to reference Refsgaard JC (1997) Parameterisation, calibration, and validation of distributed hydrological models. J Hydrol 198:69–97CrossRef Refsgaard JC (1997) Parameterisation, calibration, and validation of distributed hydrological models. J Hydrol 198:69–97CrossRef
go back to reference Santhi C, Arnold JG, Williams JR, Dugas WA, Srinivasan R, Hauck LM (2001) Validation of the SWAT model on a large river basin with point and nonpoint sources. J Am Water Resour Assoc 37(5):1169–1188CrossRef Santhi C, Arnold JG, Williams JR, Dugas WA, Srinivasan R, Hauck LM (2001) Validation of the SWAT model on a large river basin with point and nonpoint sources. J Am Water Resour Assoc 37(5):1169–1188CrossRef
go back to reference Saxton KE, Rawls WJ (2006) The SPAW Model for Agricultural Watershed and Pond Hydrologyic Simulation. Proc. ASCE 2005 Conference, Washington DC Saxton KE, Rawls WJ (2006) The SPAW Model for Agricultural Watershed and Pond Hydrologyic Simulation. Proc. ASCE 2005 Conference, Washington DC
go back to reference Silberstein R, Sivapalan M, Wyllie A (1999) On the validation of a coupled water and energy balance model at small catchment scales. J Hydrol 220(3–4):149–168CrossRef Silberstein R, Sivapalan M, Wyllie A (1999) On the validation of a coupled water and energy balance model at small catchment scales. J Hydrol 220(3–4):149–168CrossRef
go back to reference Trigo RM, Palutikof JP (2001) Precipitation scenarios over Iberia: a comparison between direct GCM output and different downscaling techniques. J Clim 14:4422–4446CrossRef Trigo RM, Palutikof JP (2001) Precipitation scenarios over Iberia: a comparison between direct GCM output and different downscaling techniques. J Clim 14:4422–4446CrossRef
go back to reference Vertessy RA, Elsenbeer H (1999) Distributed modeling of storm flow generation in an Amazonian rain forest catchment: effects of model parameterisation. Water Resour Res 35:2173–2187CrossRef Vertessy RA, Elsenbeer H (1999) Distributed modeling of storm flow generation in an Amazonian rain forest catchment: effects of model parameterisation. Water Resour Res 35:2173–2187CrossRef
go back to reference Walsh CL, Kilsby CG (2007) Potential impacts of climate change on Atlantic salmon: case study in the Eden catchment, Cumbria, UK. Hydrol Earth Syst Sci 80(3–4):1573–1580 Walsh CL, Kilsby CG (2007) Potential impacts of climate change on Atlantic salmon: case study in the Eden catchment, Cumbria, UK. Hydrol Earth Syst Sci 80(3–4):1573–1580
go back to reference Wood AW, Leung LR, Sridhar V, Lettenmaier DP (2004) Hydrologic implications of dynamical and statistical approaches to downscaling climate model outputs. Clim Chang 62:189–216CrossRef Wood AW, Leung LR, Sridhar V, Lettenmaier DP (2004) Hydrologic implications of dynamical and statistical approaches to downscaling climate model outputs. Clim Chang 62:189–216CrossRef
go back to reference Xu C-Y, Singh VP (2004) Review on regional water resources assessment models under stationary and changing climate. Water Resour Manag 18:591–612CrossRef Xu C-Y, Singh VP (2004) Review on regional water resources assessment models under stationary and changing climate. Water Resour Manag 18:591–612CrossRef
Metadata
Title
Water Resources Impact Assessment Under Climate Change Scenarios in Mediterranean Watersheds
Authors
Sandra Mourato
Madalena Moreira
João Corte-Real
Publication date
01-05-2015
Publisher
Springer Netherlands
Published in
Water Resources Management / Issue 7/2015
Print ISSN: 0920-4741
Electronic ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-015-0947-5

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